Suppr超能文献

通过应用聚类分析对与土地覆盖类型及相关变量相关的野火进行分类:以伊比利亚半岛为例

Classification of wildfires in relation to land cover types and associated variables by applying cluster analysis: a case study in the Iberian Peninsula.

作者信息

Serra Laura, Juan Pablo, Díaz-Avalos Carlos, Aragó Pau, Chaudhuri Somnath, Trilles Sergio

机构信息

Research Group on Statistics, Econometrics and Health (GRECS), University of Girona, 17004, Girona, Spain.

Center for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain.

出版信息

Environ Monit Assess. 2025 May 3;197(6):619. doi: 10.1007/s10661-025-14053-y.

Abstract

Wildfires are a major environmental problem that have both economic and ecological impacts. Wildfires typically spread in a particular pattern, determined by factors such as the elements on the ground that catch fire or their geographic location. This study reports and discusses how wildfires in the Valencian Community, Spain, have been spatially grouped in recent years (from 2016 to 2020). It also characterizes each cluster in terms of location and land cover. An exploratory analysis of the environmental variables associated with wildfires has been conducted using finite Gaussian mixture models in R (R package mclust). The primary findings can be used to better understand the types of wildfires that occur in individual spatial zones. Some interesting cluster patterns in specific geographical areas, such as river basins, have also been reported. The method can identify clusters of fires by detecting areas with similar characteristics at the land use level. It also allows for the implementation of measures aimed at reducing the impacts of wildfires and can help in the extinction of wildfires based on the characteristics of all the fires grouped using spatial and land cover dimensions.

摘要

野火是一个重大的环境问题,具有经济和生态影响。野火通常以特定模式蔓延,这取决于诸如着火的地面元素或其地理位置等因素。本研究报告并讨论了西班牙巴伦西亚自治区近年来(2016年至2020年)野火在空间上是如何聚类的。它还根据位置和土地覆盖对每个聚类进行了特征描述。使用R语言中的有限高斯混合模型(R包mclust)对与野火相关的环境变量进行了探索性分析。主要研究结果可用于更好地了解各个空间区域发生的野火类型。还报告了一些特定地理区域(如流域)有趣的聚类模式。该方法可以通过在土地利用层面检测具有相似特征的区域来识别火点聚类。它还允许实施旨在减少野火影响的措施,并有助于根据利用空间和土地覆盖维度分组的所有火灾的特征来扑灭野火。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/29b3/12049408/1efd7bb8fe27/10661_2025_14053_Fig1_HTML.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验